Connect with us

Health

Researchers are developing machine learning models that accurately predict diabetes, the study says.

Published

on

 


Researchers in Toronto-Canada have developed a machine learning model that accurately predicts diabetes in the population using health data collected on a regular basis, the new study says.

the study, Published in JAMA Network Open Journal, Tested new machine learning technology with regularly collected health data surveying the entire population of Ontario. This study was conducted by ICES’Non-Profit Data Institute.

Using linked administrative health data from Ontario from 2006 to 2016, researchers created a validated algorithm by training the model with information obtained from approximately 1.7 million patients.

Using collected validated data that includes variables such as body mass index and hypertension, the algorithm was 80% accurate in predicting people at risk for type 2 diabetes in the population over the years.

“There are effective preventive care and specific interventions to prevent type 2 diabetes, but often make sure that these approaches are targeted at those who need them most in the context of the healthcare system. It’s hard to do, “said ICES scientist and principal investigator Dr. Laura Rossella in the release. “Predictive models of type 2 diabetes are particularly useful in communicating more effective and efficient targeting of healthcare system interventions that support the prevention of type 2 diabetes.”

The role of machine learning models is not in the care of individual patients, but in the context of population health planning and management to predict diabetes and promote health fairness within the larger framework of the overall healthcare system. Used in.

Five years into the future, “Investments and targeted interventions to prevent diabetes, using artificial health planning tools that accurately distinguish between high-risk and low-risk groups by using machine learning and health data. We can guide you, “says the study.

“This model has been tested for a total of five years for accuracy in predicting the onset of diabetes among important demographic and socio-economic subgroups, confirming that it works well for the entire population. We did, “said Rossella.

According to the study, the number of people with diabetes in Ontario was estimated to be 785,000 in 2009, with associated costs of $ 3.5 billion, but seven years later in 2016, it was $ 1144,000 and $ 5.4 billion, respectively. Has increased.

Researchers found that the cohort of diabetics increased at an average annual rate of 51,800 new patients between 2009 and 2016, adding $ 242 million annually in associated costs.

The model also showed that patients with the highest risk of diabetes, according to the data, accounted for the largest portion of the associated medical costs. Medium-to-high-risk patients, whose population was surveyed, accounted for 26 percent of the total cost of associated diabetes.

According to this study, system-level barriers such as socio-economic status disparities, lack of access to healthy foods and medicines, and lack of access to health care “diabetes from individual patients to populations. It was difficult to “scale up prevention”.

The highest-risk patients averaged 58 years, included a larger cohort of immigrants, and those who were more likely to live in areas with low socio-economic indicators and high unemployment.

The new model is used by governments, health insurance providers, to identify those who are most in need of diabetes intervention and prevention, especially those who are older and come from “alienated areas in terms of ethnicity and material deprivation.” It aims to address the issues faced by public health planners.

Use Canadian Press files

..

What Are The Main Benefits Of Comparing Car Insurance Quotes Online

LOS ANGELES, CA / ACCESSWIRE / June 24, 2020, / Compare-autoinsurance.Org has launched a new blog post that presents the main benefits of comparing multiple car insurance quotes. For more info and free online quotes, please visit https://compare-autoinsurance.Org/the-advantages-of-comparing-prices-with-car-insurance-quotes-online/ The modern society has numerous technological advantages. One important advantage is the speed at which information is sent and received. With the help of the internet, the shopping habits of many persons have drastically changed. The car insurance industry hasn't remained untouched by these changes. On the internet, drivers can compare insurance prices and find out which sellers have the best offers. View photos The advantages of comparing online car insurance quotes are the following: Online quotes can be obtained from anywhere and at any time. Unlike physical insurance agencies, websites don't have a specific schedule and they are available at any time. Drivers that have busy working schedules, can compare quotes from anywhere and at any time, even at midnight. Multiple choices. Almost all insurance providers, no matter if they are well-known brands or just local insurers, have an online presence. Online quotes will allow policyholders the chance to discover multiple insurance companies and check their prices. Drivers are no longer required to get quotes from just a few known insurance companies. Also, local and regional insurers can provide lower insurance rates for the same services. Accurate insurance estimates. Online quotes can only be accurate if the customers provide accurate and real info about their car models and driving history. Lying about past driving incidents can make the price estimates to be lower, but when dealing with an insurance company lying to them is useless. Usually, insurance companies will do research about a potential customer before granting him coverage. Online quotes can be sorted easily. Although drivers are recommended to not choose a policy just based on its price, drivers can easily sort quotes by insurance price. Using brokerage websites will allow drivers to get quotes from multiple insurers, thus making the comparison faster and easier. For additional info, money-saving tips, and free car insurance quotes, visit https://compare-autoinsurance.Org/ Compare-autoinsurance.Org is an online provider of life, home, health, and auto insurance quotes. This website is unique because it does not simply stick to one kind of insurance provider, but brings the clients the best deals from many different online insurance carriers. In this way, clients have access to offers from multiple carriers all in one place: this website. On this site, customers have access to quotes for insurance plans from various agencies, such as local or nationwide agencies, brand names insurance companies, etc. "Online quotes can easily help drivers obtain better car insurance deals. All they have to do is to complete an online form with accurate and real info, then compare prices", said Russell Rabichev, Marketing Director of Internet Marketing Company. CONTACT: Company Name: Internet Marketing CompanyPerson for contact Name: Gurgu CPhone Number: (818) 359-3898Email: [email protected]: https://compare-autoinsurance.Org/ SOURCE: Compare-autoinsurance.Org View source version on accesswire.Com:https://www.Accesswire.Com/595055/What-Are-The-Main-Benefits-Of-Comparing-Car-Insurance-Quotes-Online View photos



Pictures Credit

ExBUlletin

to request, modification Contact us at Here or [email protected]